{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "##实验一（修改了训练集的一些细节）"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "9b2c42c5a84f0cfb"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x500 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "# 设置随机数种子以获得可重现的结果\n",
    "np.random.seed(0)\n",
    "\n",
    "# 定义正弦函数(该函数振幅为五，频率为1/2)\n",
    "def sine_function(x):\n",
    "    return 2*np.sin(x/2)\n",
    "\n",
    "# 定义高斯噪声函数\n",
    "def gaussian_noise(size, variance=0.01):\n",
    "    return np.random.normal(0, variance, size)\n",
    "\n",
    "# 生成训练数据集\n",
    "def generate_train_data(size, variance):\n",
    "    x = np.random.uniform(-10, 10, size)\n",
    "    y = np.add(sine_function(x) ,gaussian_noise(size, variance))\n",
    "    return x, y\n",
    "\n",
    "# 生成测试数据集\n",
    "def generate_test_data(size, variance):\n",
    "    x = np.random.uniform(-10, 10, size)\n",
    "    y = np.add(sine_function(x) ,gaussian_noise(size, variance))\n",
    "    return x, y\n",
    "\n",
    "# 生成训练集和测试集\n",
    "#s\n",
    "x_s, y_s = generate_train_data(20, 0.5)\n",
    "x_Ts, y_Ts = generate_test_data(20, 0.5)\n",
    "\n",
    "#m\n",
    "x_m, y_m = generate_train_data(40, 0.5)\n",
    "x_Tm, y_Tm = generate_test_data(40, 0.5)\n",
    "\n",
    "#l\n",
    "x_l, y_l = generate_train_data(80, 0.5)\n",
    "x_Tl, y_Tl = generate_test_data(80, 0.5)\n",
    "\n",
    "# 绘制训练集和测速集图像\n",
    "plt.figure(figsize=(15, 5))\n",
    "\n",
    "a = np.arange(-10, 10, 0.1)\n",
    "# s\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.plot(x_s, y_s, 'k+', label='s')\n",
    "plt.plot(x_Ts, y_Ts, 'r.', label='Ts')\n",
    "plt.plot(a ,sine_function(a), 'g-', label='sine function')\n",
    "plt.title('s data')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "#m\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.plot(x_m, y_m, 'k+', label='m')\n",
    "plt.plot(x_Tm, y_Tm, 'r.', label='Tm')\n",
    "plt.plot(a ,sine_function(a), 'g-', label='sine function')\n",
    "plt.title('m data')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n",
    "\n",
    "#l\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.plot(x_l, y_l, 'k+', label='l')\n",
    "plt.plot(x_Tl, y_Tl, 'r.', label='Tl')\n",
    "plt.plot(a ,sine_function(a), 'g-', label='sine function')\n",
    "plt.title('l data')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2024-03-22T09:06:25.710667Z",
     "start_time": "2024-03-22T09:06:25.388946Z"
    }
   },
   "id": "initial_id",
   "execution_count": 100
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "#生成一个基函数矩阵，从 1 ，x, x^2,开始\n",
    "def get_DesignM(x,k):\n",
    "    x_new = np.expand_dims(x, 1)\n",
    "    x_new = np.tile(x_new,k)\n",
    "    power_num = np.arange(0, k)\n",
    "    D = np.power(x_new, power_num)\n",
    "    return  D\n",
    "\n",
    "\n",
    "#利用最大似然估计计算出，权重和噪声的极大似然值\n",
    "def Linear_Basic_Function_Regression(x, y, k):\n",
    "    #Design矩阵\n",
    "    D = get_DesignM(x, k)\n",
    "    \n",
    "    \n",
    "    #权重\n",
    "    W = np.dot(np.dot(np.linalg.inv(np.dot(D.T, D)),D.T), y.T)\n",
    "    #噪声方差\n",
    "    V = np.sum(np.square(y.T - np.dot(D, W.T)))/y.size\n",
    "    \n",
    "    return W, V\n",
    "\n",
    "\n",
    "#利用以知的权重和噪声进行预测\n",
    "def Linear_Basic_Function_Prediction(x,k,W):\n",
    "    D = get_DesignM(x, k)\n",
    "    y_p= np.dot(D, W.T)\n",
    "    return y_p"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-22T09:06:25.718072Z",
     "start_time": "2024-03-22T09:06:25.712682Z"
    }
   },
   "id": "4e8a2374ba4ed44b",
   "execution_count": 101
  },
  {
   "cell_type": "code",
   "outputs": [],
   "source": [
    "##请手动调k"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-22T09:06:25.722856Z",
     "start_time": "2024-03-22T09:06:25.719563Z"
    }
   },
   "id": "f47a407a13c70420",
   "execution_count": 102
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1500x500 with 3 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1500x500 with 3 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1500x500 with 3 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#传入的k控制X的最高阶，函数名随便取的\n",
    "def kkk(k):\n",
    "    a = np.arange(-10, 10, 0.1)\n",
    "    plt.figure(figsize=(15, 5))\n",
    "    \n",
    "    \n",
    "    #s\n",
    "    W_s, V_s = Linear_Basic_Function_Regression(x_s, y_s, k)\n",
    "    \n",
    "    #测试集\n",
    "    y_TTs = Linear_Basic_Function_Prediction(x_Ts, k, W_s)  + gaussian_noise(x_Ts.size , V_s)\n",
    "    \n",
    "    y_RMSE = np.sqrt(np.sum(np.square(y_Ts - y_TTs))/y_Ts.size)\n",
    "    \n",
    "    plt.subplot(1, 3, 1)\n",
    "    plt.plot(x_Ts, y_Ts, 'k+', label='test')\n",
    "    plt.plot(x_Ts, y_TTs, 'r.', label='prediction')\n",
    "    plt.plot(a ,sine_function(a), 'g-', label='sine function')\n",
    "    plt.plot(a ,Linear_Basic_Function_Prediction(a,k,W_s), 'b-', label='prediction function')\n",
    "    plt.title('s data' + ' ,k=%d'%k + ' ,y_RMSE = %f'%y_RMSE)\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "    plt.legend()\n",
    "    \n",
    "    \n",
    "    #m\n",
    "    W_m, V_m = Linear_Basic_Function_Regression(x_m, y_m, k)\n",
    "    \n",
    "    #测试集\n",
    "    y_TTm = Linear_Basic_Function_Prediction(x_Tm, k, W_m)  + gaussian_noise(x_Tm.size , V_m)\n",
    "    \n",
    "    y_RMSE = np.sqrt(np.sum(np.square(y_Tm - y_TTm))/y_Tm.size)\n",
    "    \n",
    "    plt.subplot(1, 3, 2)\n",
    "    plt.plot(x_Tm, y_Tm, 'k+', label='test')\n",
    "    plt.plot(x_Tm, y_TTm, 'r.', label='prediction')\n",
    "    plt.plot(a ,sine_function(a), 'g-', label='sine function')\n",
    "    plt.plot(a ,Linear_Basic_Function_Prediction(a,k,W_m), 'b-', label='prediction function')\n",
    "    plt.title('m data' + ' ,k=%d'%k + ' ,y_RMSE = %f'%y_RMSE)\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "    plt.legend()\n",
    "    \n",
    "    \n",
    "    #l\n",
    "    W_l, V_l = Linear_Basic_Function_Regression(x_l, y_l, k)\n",
    "    \n",
    "    #测试集\n",
    "    y_TTl = Linear_Basic_Function_Prediction(x_Tl, k, W_l)  + gaussian_noise(x_Tl.size , V_l)\n",
    "    \n",
    "    y_RMSE = np.sqrt(np.sum(np.square(y_Tl - y_TTl))/y_Tl.size)\n",
    "    \n",
    "    plt.subplot(1, 3, 3)\n",
    "    plt.plot(x_Tl, y_Tl, 'k+', label='test')\n",
    "    plt.plot(x_Tl, y_TTl, 'r.', label='prediction')\n",
    "    plt.plot(a ,sine_function(a), 'g-', label='sine function')\n",
    "    plt.plot(a ,Linear_Basic_Function_Prediction(a,k,W_l), 'b-', label='prediction function')\n",
    "    plt.title('l data' + ' ,k=%d'%k + ' ,y_RMSE = %f'%y_RMSE)\n",
    "    plt.xlabel('x')\n",
    "    plt.ylabel('y')\n",
    "    plt.legend()\n",
    "    \n",
    "    plt.tight_layout()\n",
    "    plt.show()\n",
    "    \n",
    "\n",
    "kkk(2)\n",
    "kkk(4)\n",
    "kkk(8)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-22T09:06:26.841443Z",
     "start_time": "2024-03-22T09:06:25.723867Z"
    }
   },
   "id": "eec90429eb962325",
   "execution_count": 103
  },
  {
   "cell_type": "markdown",
   "source": [
    "##实验二"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "7f0e4dab673da4d4"
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x1f0610a5a90>"
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1500x500 with 1 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#获取数据\n",
    "from sklearn.datasets import load_iris\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "data = load_iris().data[:,1:4:2]\n",
    "target = load_iris().target\n",
    "\n",
    "#展示数据\n",
    "plt.figure(figsize=(15, 5))\n",
    "plt.plot(data[0:50,0], data[0:50,1], 'ko', label='setosa')\n",
    "plt.plot(data[50:100,0], data[50:100,1], 'ro', label='versicolor')\n",
    "plt.plot(data[100:150,0], data[100:150,1], 'go', label='virginica')\n",
    "plt.title('data')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-22T09:06:26.974316Z",
     "start_time": "2024-03-22T09:06:26.842981Z"
    }
   },
   "id": "365b2b7bc14171e8",
   "execution_count": 104
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss =1.179029\n",
      "loss =0.961356\n",
      "loss =0.790141\n",
      "loss =0.667804\n",
      "loss =0.587813\n",
      "loss =0.538515\n",
      "loss =0.508653\n",
      "loss =0.490096\n",
      "loss =0.477829\n",
      "loss =0.469002\n",
      "loss =0.462058\n",
      "loss =0.456160\n",
      "loss =0.450860\n",
      "loss =0.445918\n",
      "loss =0.441205\n",
      "loss =0.436651\n",
      "loss =0.432217\n",
      "loss =0.427881\n",
      "loss =0.423632\n",
      "loss =0.419462\n",
      "loss =0.415366\n",
      "loss =0.411341\n",
      "loss =0.407384\n",
      "loss =0.403494\n",
      "loss =0.399668\n",
      "loss =0.395905\n",
      "loss =0.392205\n",
      "loss =0.388565\n",
      "loss =0.384983\n",
      "loss =0.381460\n",
      "loss =0.377994\n",
      "loss =0.374582\n",
      "loss =0.371225\n",
      "loss =0.367922\n",
      "loss =0.364670\n",
      "loss =0.361469\n",
      "loss =0.358318\n",
      "loss =0.355216\n",
      "loss =0.352162\n",
      "loss =0.349155\n",
      "loss =0.346194\n",
      "loss =0.343278\n",
      "loss =0.340406\n",
      "loss =0.337577\n",
      "loss =0.334790\n",
      "loss =0.332045\n",
      "loss =0.329341\n",
      "loss =0.326676\n",
      "loss =0.324051\n",
      "loss =0.321464\n"
     ]
    },
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x1f06079dd50>"
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 1000x500 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#二分类,逻辑回归\n",
    "data_new = data[0:100,:]\n",
    "target_new = target[0:100]\n",
    "\n",
    "X = np.concatenate((data_new,np.ones((100,1))),axis=1 )\n",
    "Y = np.array(target_new)\n",
    "\n",
    "\n",
    "#随机生成权重\n",
    "w = np.random.rand(3)\n",
    "\n",
    "#训练轮数\n",
    "epoch = 50\n",
    "\n",
    "#步幅\n",
    "stride = 0.05\n",
    "\n",
    "\n",
    "#导入训练数据，进行梯度跟新\n",
    "for i in range(epoch):\n",
    "    Y_hat = np.ones(100)/(np.ones(100)+np.exp(-X@w))  \n",
    "    #计算梯度\n",
    "    grads = 2/100*(X.T@(Y_hat - Y))\n",
    "    #跟新梯度\n",
    "    w = w - stride*grads\n",
    "    #计算损失\n",
    "    loss = -(np.sum(np.log(np.ones(50) - Y_hat[0:50])) + np.sum(np.log(Y_hat[50:100])))/100\n",
    "    print('loss =%f'%loss)\n",
    " \n",
    "#画图    \n",
    "a =np.array([2,4.6])\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.plot(data_new[0:50,0], data_new[0:50,1], 'ko', label='setosa')\n",
    "plt.plot(data_new[50:100,0], data_new[50:100,1], 'ro', label='versicolor')\n",
    "plt.plot(a, -(w[0]*a + w[2]*np.ones(a.shape))/w[1], 'g-' , label='line')\n",
    "plt.title('logic')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-03-22T09:06:27.106780Z",
     "start_time": "2024-03-22T09:06:26.975766Z"
    }
   },
   "id": "654461c1c7fedf16",
   "execution_count": 105
  },
  {
   "cell_type": "code",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "loss =2.926133\n",
      "loss =2.289877\n",
      "loss =1.800325\n",
      "loss =1.463462\n",
      "loss =1.249954\n",
      "loss =1.117053\n",
      "loss =1.029960\n",
      "loss =0.968369\n",
      "loss =0.921605\n",
      "loss =0.884001\n",
      "loss =0.852409\n",
      "loss =0.824982\n",
      "loss =0.800582\n",
      "loss =0.778477\n",
      "loss =0.758177\n",
      "loss =0.739343\n",
      "loss =0.721732\n",
      "loss =0.705168\n",
      "loss =0.689516\n",
      "loss =0.674675\n",
      "loss =0.660564\n",
      "loss =0.647118\n",
      "loss =0.634285\n",
      "loss =0.622019\n",
      "loss =0.610284\n",
      "loss =0.599045\n",
      "loss =0.588274\n",
      "loss =0.577945\n",
      "loss =0.568033\n",
      "loss =0.558517\n",
      "loss =0.549376\n",
      "loss =0.540592\n",
      "loss =0.532148\n",
      "loss =0.524025\n",
      "loss =0.516209\n",
      "loss =0.508685\n",
      "loss =0.501439\n",
      "loss =0.494457\n",
      "loss =0.487726\n",
      "loss =0.481235\n",
      "loss =0.474972\n",
      "loss =0.468927\n",
      "loss =0.463088\n",
      "loss =0.457447\n",
      "loss =0.451994\n",
      "loss =0.446721\n",
      "loss =0.441619\n",
      "loss =0.436680\n",
      "loss =0.431897\n",
      "loss =0.427264\n",
      "loss =0.422773\n",
      "loss =0.418419\n",
      "loss =0.414194\n",
      "loss =0.410095\n",
      "loss =0.406116\n",
      "loss =0.402251\n",
      "loss =0.398496\n",
      "loss =0.394846\n",
      "loss =0.391298\n",
      "loss =0.387847\n",
      "loss =0.384489\n",
      "loss =0.381221\n",
      "loss =0.378039\n",
      "loss =0.374940\n",
      "loss =0.371921\n",
      "loss =0.368979\n",
      "loss =0.366111\n",
      "loss =0.363314\n",
      "loss =0.360586\n",
      "loss =0.357925\n",
      "loss =0.355328\n",
      "loss =0.352792\n",
      "loss =0.350317\n",
      "loss =0.347899\n",
      "loss =0.345536\n",
      "loss =0.343228\n",
      "loss =0.340972\n",
      "loss =0.338767\n",
      "loss =0.336610\n",
      "loss =0.334501\n",
      "loss =0.332437\n",
      "loss =0.330418\n",
      "loss =0.328442\n",
      "loss =0.326507\n",
      "loss =0.324613\n",
      "loss =0.322759\n",
      "loss =0.320942\n",
      "loss =0.319162\n",
      "loss =0.317418\n",
      "loss =0.315709\n",
      "loss =0.314034\n",
      "loss =0.312391\n",
      "loss =0.310781\n",
      "loss =0.309201\n",
      "loss =0.307652\n",
      "loss =0.306132\n",
      "loss =0.304641\n",
      "loss =0.303177\n",
      "loss =0.301741\n",
      "loss =0.300331\n",
      "loss =0.298946\n",
      "loss =0.297586\n",
      "loss =0.296251\n",
      "loss =0.294940\n",
      "loss =0.293651\n",
      "loss =0.292385\n",
      "loss =0.291141\n",
      "loss =0.289918\n",
      "loss =0.288716\n",
      "loss =0.287535\n",
      "loss =0.286373\n",
      "loss =0.285231\n",
      "loss =0.284108\n",
      "loss =0.283003\n",
      "loss =0.281916\n",
      "loss =0.280847\n",
      "loss =0.279795\n",
      "loss =0.278760\n",
      "loss =0.277741\n",
      "loss =0.276738\n",
      "loss =0.275751\n",
      "loss =0.274779\n",
      "loss =0.273822\n",
      "loss =0.272880\n",
      "loss =0.271952\n",
      "loss =0.271038\n",
      "loss =0.270138\n",
      "loss =0.269251\n",
      "loss =0.268378\n",
      "loss =0.267517\n",
      "loss =0.266669\n",
      "loss =0.265833\n",
      "loss =0.265009\n",
      "loss =0.264197\n",
      "loss =0.263396\n",
      "loss =0.262607\n",
      "loss =0.261829\n",
      "loss =0.261061\n",
      "loss =0.260305\n",
      "loss =0.259558\n",
      "loss =0.258822\n",
      "loss =0.258096\n",
      "loss =0.257380\n",
      "loss =0.256673\n",
      "loss =0.255976\n",
      "loss =0.255288\n",
      "loss =0.254609\n",
      "loss =0.253939\n",
      "loss =0.253278\n",
      "loss =0.252625\n",
      "loss =0.251981\n",
      "loss =0.251345\n",
      "loss =0.250717\n",
      "loss =0.250097\n",
      "loss =0.249485\n",
      "loss =0.248881\n",
      "loss =0.248284\n",
      "loss =0.247694\n",
      "loss =0.247112\n",
      "loss =0.246537\n",
      "loss =0.245968\n",
      "loss =0.245407\n",
      "loss =0.244852\n",
      "loss =0.244304\n",
      "loss =0.243763\n",
      "loss =0.243228\n",
      "loss =0.242699\n",
      "loss =0.242177\n",
      "loss =0.241660\n",
      "loss =0.241150\n",
      "loss =0.240645\n",
      "loss =0.240146\n",
      "loss =0.239653\n",
      "loss =0.239165\n",
      "loss =0.238683\n",
      "loss =0.238207\n",
      "loss =0.237735\n",
      "loss =0.237269\n",
      "loss =0.236808\n",
      "loss =0.236352\n",
      "loss =0.235901\n",
      "loss =0.235455\n",
      "loss =0.235014\n",
      "loss =0.234577\n",
      "loss =0.234145\n",
      "loss =0.233718\n",
      "loss =0.233295\n",
      "loss =0.232877\n",
      "loss =0.232463\n",
      "loss =0.232054\n",
      "loss =0.231648\n",
      "loss =0.231247\n",
      "loss =0.230850\n",
      "loss =0.230457\n",
      "loss =0.230068\n",
      "loss =0.229683\n",
      "loss =0.229302\n",
      "loss =0.228925\n",
      "loss =0.228551\n",
      "loss =0.228182\n",
      "loss =0.227816\n",
      "loss =0.227453\n",
      "loss =0.227094\n",
      "loss =0.226739\n",
      "loss =0.226386\n",
      "loss =0.226038\n",
      "loss =0.225693\n",
      "loss =0.225351\n",
      "loss =0.225012\n",
      "loss =0.224676\n",
      "loss =0.224344\n",
      "loss =0.224015\n",
      "loss =0.223689\n",
      "loss =0.223366\n",
      "loss =0.223046\n",
      "loss =0.222728\n",
      "loss =0.222414\n",
      "loss =0.222103\n",
      "loss =0.221794\n",
      "loss =0.221489\n",
      "loss =0.221186\n",
      "loss =0.220885\n",
      "loss =0.220588\n",
      "loss =0.220293\n",
      "loss =0.220001\n",
      "loss =0.219711\n",
      "loss =0.219424\n",
      "loss =0.219139\n",
      "loss =0.218857\n",
      "loss =0.218577\n",
      "loss =0.218300\n",
      "loss =0.218025\n",
      "loss =0.217753\n",
      "loss =0.217483\n",
      "loss =0.217215\n",
      "loss =0.216949\n",
      "loss =0.216686\n",
      "loss =0.216424\n",
      "loss =0.216165\n",
      "loss =0.215909\n",
      "loss =0.215654\n",
      "loss =0.215401\n",
      "loss =0.215151\n",
      "loss =0.214902\n",
      "loss =0.214656\n",
      "loss =0.214411\n",
      "loss =0.214169\n",
      "loss =0.213928\n",
      "loss =0.213690\n",
      "loss =0.213453\n",
      "loss =0.213218\n",
      "loss =0.212985\n",
      "loss =0.212754\n",
      "loss =0.212525\n",
      "loss =0.212298\n",
      "loss =0.212072\n",
      "loss =0.211848\n",
      "loss =0.211626\n",
      "loss =0.211405\n",
      "loss =0.211186\n",
      "loss =0.210969\n",
      "loss =0.210754\n",
      "loss =0.210540\n",
      "loss =0.210328\n",
      "loss =0.210117\n",
      "loss =0.209908\n",
      "loss =0.209701\n",
      "loss =0.209495\n",
      "loss =0.209291\n",
      "loss =0.209088\n",
      "loss =0.208886\n",
      "loss =0.208686\n",
      "loss =0.208488\n",
      "loss =0.208291\n",
      "loss =0.208096\n",
      "loss =0.207901\n",
      "loss =0.207709\n",
      "loss =0.207517\n",
      "loss =0.207327\n",
      "loss =0.207139\n",
      "loss =0.206952\n",
      "loss =0.206766\n",
      "loss =0.206581\n",
      "loss =0.206398\n",
      "loss =0.206216\n",
      "loss =0.206035\n",
      "loss =0.205855\n",
      "loss =0.205677\n",
      "loss =0.205500\n",
      "loss =0.205324\n",
      "loss =0.205150\n",
      "loss =0.204976\n",
      "loss =0.204804\n",
      "loss =0.204633\n",
      "loss =0.204463\n",
      "loss =0.204295\n",
      "loss =0.204127\n",
      "loss =0.203961\n",
      "loss =0.203795\n",
      "loss =0.203631\n",
      "loss =0.203468\n",
      "loss =0.203306\n",
      "loss =0.203145\n",
      "loss =0.202985\n",
      "loss =0.202826\n",
      "loss =0.202668\n",
      "loss =0.202511\n",
      "loss =0.202355\n",
      "loss =0.202201\n",
      "loss =0.202047\n",
      "loss =0.201894\n",
      "loss =0.201742\n",
      "loss =0.201591\n",
      "loss =0.201441\n",
      "loss =0.201292\n",
      "loss =0.201144\n",
      "loss =0.200997\n",
      "loss =0.200851\n",
      "loss =0.200706\n",
      "loss =0.200561\n",
      "loss =0.200418\n",
      "loss =0.200275\n",
      "loss =0.200134\n",
      "loss =0.199993\n",
      "loss =0.199853\n",
      "loss =0.199714\n",
      "loss =0.199576\n",
      "loss =0.199438\n",
      "loss =0.199302\n",
      "loss =0.199166\n",
      "loss =0.199031\n",
      "loss =0.198897\n",
      "loss =0.198764\n",
      "loss =0.198631\n",
      "loss =0.198500\n",
      "loss =0.198369\n",
      "loss =0.198239\n",
      "loss =0.198109\n",
      "loss =0.197981\n",
      "loss =0.197853\n",
      "loss =0.197726\n",
      "loss =0.197599\n",
      "loss =0.197474\n",
      "loss =0.197349\n",
      "loss =0.197225\n",
      "loss =0.197101\n",
      "loss =0.196979\n",
      "loss =0.196857\n",
      "loss =0.196735\n",
      "loss =0.196615\n",
      "loss =0.196495\n",
      "loss =0.196375\n",
      "loss =0.196257\n",
      "loss =0.196139\n",
      "loss =0.196022\n",
      "loss =0.195905\n",
      "loss =0.195789\n",
      "loss =0.195674\n",
      "loss =0.195559\n",
      "loss =0.195445\n",
      "loss =0.195332\n",
      "loss =0.195219\n",
      "loss =0.195107\n",
      "loss =0.194995\n",
      "loss =0.194884\n",
      "loss =0.194774\n",
      "loss =0.194664\n",
      "loss =0.194555\n",
      "loss =0.194447\n",
      "loss =0.194339\n",
      "loss =0.194232\n",
      "loss =0.194125\n",
      "loss =0.194019\n",
      "loss =0.193913\n",
      "loss =0.193808\n",
      "loss =0.193703\n",
      "loss =0.193599\n",
      "loss =0.193496\n",
      "loss =0.193393\n",
      "loss =0.193291\n",
      "loss =0.193189\n",
      "loss =0.193088\n",
      "loss =0.192987\n",
      "loss =0.192887\n",
      "loss =0.192787\n",
      "loss =0.192688\n",
      "loss =0.192590\n",
      "loss =0.192492\n",
      "loss =0.192394\n",
      "loss =0.192297\n",
      "loss =0.192200\n",
      "loss =0.192104\n",
      "loss =0.192008\n",
      "loss =0.191913\n",
      "loss =0.191819\n",
      "loss =0.191724\n",
      "loss =0.191631\n",
      "loss =0.191537\n",
      "loss =0.191445\n",
      "loss =0.191352\n",
      "loss =0.191261\n",
      "loss =0.191169\n",
      "loss =0.191078\n",
      "loss =0.190988\n",
      "loss =0.190898\n",
      "loss =0.190808\n",
      "loss =0.190719\n",
      "loss =0.190630\n",
      "loss =0.190542\n",
      "loss =0.190454\n",
      "loss =0.190367\n",
      "loss =0.190280\n",
      "loss =0.190193\n",
      "loss =0.190107\n",
      "loss =0.190022\n",
      "loss =0.189936\n",
      "loss =0.189851\n",
      "loss =0.189767\n",
      "loss =0.189683\n",
      "loss =0.189599\n",
      "loss =0.189516\n",
      "loss =0.189433\n",
      "loss =0.189350\n",
      "loss =0.189268\n",
      "loss =0.189187\n",
      "loss =0.189105\n",
      "loss =0.189024\n",
      "loss =0.188944\n",
      "loss =0.188864\n",
      "loss =0.188784\n",
      "loss =0.188704\n",
      "loss =0.188625\n",
      "loss =0.188547\n",
      "loss =0.188468\n",
      "loss =0.188390\n",
      "loss =0.188313\n",
      "loss =0.188236\n",
      "loss =0.188159\n",
      "loss =0.188082\n",
      "loss =0.188006\n",
      "loss =0.187930\n",
      "loss =0.187855\n",
      "loss =0.187779\n",
      "loss =0.187705\n",
      "loss =0.187630\n",
      "loss =0.187556\n",
      "loss =0.187482\n",
      "loss =0.187409\n",
      "loss =0.187336\n",
      "loss =0.187263\n",
      "loss =0.187190\n",
      "loss =0.187118\n",
      "loss =0.187046\n",
      "loss =0.186975\n",
      "loss =0.186904\n",
      "loss =0.186833\n",
      "loss =0.186762\n",
      "loss =0.186692\n",
      "loss =0.186622\n",
      "loss =0.186552\n",
      "loss =0.186483\n",
      "loss =0.186414\n",
      "loss =0.186345\n",
      "loss =0.186277\n",
      "loss =0.186209\n",
      "loss =0.186141\n",
      "loss =0.186073\n",
      "loss =0.186006\n",
      "loss =0.185939\n",
      "loss =0.185872\n",
      "loss =0.185806\n",
      "loss =0.185740\n",
      "loss =0.185674\n",
      "loss =0.185609\n",
      "loss =0.185543\n",
      "loss =0.185478\n",
      "loss =0.185414\n",
      "loss =0.185349\n",
      "loss =0.185285\n",
      "loss =0.185221\n",
      "loss =0.185158\n",
      "loss =0.185094\n",
      "loss =0.185031\n",
      "loss =0.184968\n",
      "loss =0.184906\n",
      "loss =0.184844\n",
      "loss =0.184782\n",
      "loss =0.184720\n",
      "loss =0.184658\n",
      "loss =0.184597\n",
      "loss =0.184536\n",
      "loss =0.184475\n",
      "loss =0.184415\n",
      "loss =0.184355\n",
      "loss =0.184295\n",
      "loss =0.184235\n",
      "loss =0.184175\n",
      "loss =0.184116\n",
      "loss =0.184057\n",
      "loss =0.183998\n",
      "loss =0.183940\n",
      "loss =0.183881\n",
      "loss =0.183823\n",
      "loss =0.183765\n",
      "loss =0.183708\n",
      "loss =0.183651\n",
      "loss =0.183593\n",
      "loss =0.183536\n",
      "loss =0.183480\n",
      "loss =0.183423\n",
      "loss =0.183367\n",
      "loss =0.183311\n",
      "loss =0.183255\n",
      "loss =0.183200\n",
      "loss =0.183144\n",
      "loss =0.183089\n",
      "loss =0.183034\n",
      "loss =0.182980\n",
      "loss =0.182925\n",
      "loss =0.182871\n",
      "loss =0.182817\n",
      "loss =0.182763\n",
      "loss =0.182710\n",
      "loss =0.182656\n",
      "loss =0.182603\n",
      "loss =0.182550\n",
      "loss =0.182497\n",
      "loss =0.182445\n",
      "loss =0.182392\n",
      "loss =0.182340\n",
      "loss =0.182288\n",
      "loss =0.182236\n",
      "loss =0.182185\n",
      "loss =0.182133\n",
      "loss =0.182082\n",
      "loss =0.182031\n",
      "loss =0.181980\n",
      "loss =0.181930\n",
      "loss =0.181880\n",
      "loss =0.181829\n",
      "loss =0.181779\n",
      "loss =0.181729\n",
      "loss =0.181680\n",
      "loss =0.181630\n",
      "loss =0.181581\n",
      "loss =0.181532\n",
      "loss =0.181483\n",
      "loss =0.181435\n",
      "loss =0.181386\n",
      "loss =0.181338\n",
      "loss =0.181290\n",
      "loss =0.181242\n",
      "loss =0.181194\n",
      "loss =0.181146\n",
      "loss =0.181099\n",
      "loss =0.181051\n",
      "loss =0.181004\n",
      "loss =0.180957\n",
      "loss =0.180911\n",
      "loss =0.180864\n",
      "loss =0.180818\n",
      "loss =0.180771\n",
      "loss =0.180725\n",
      "loss =0.180680\n",
      "loss =0.180634\n",
      "loss =0.180588\n",
      "loss =0.180543\n",
      "loss =0.180498\n",
      "loss =0.180453\n",
      "loss =0.180408\n",
      "loss =0.180363\n",
      "loss =0.180318\n",
      "loss =0.180274\n",
      "loss =0.180230\n",
      "loss =0.180186\n",
      "loss =0.180142\n",
      "loss =0.180098\n",
      "loss =0.180054\n",
      "loss =0.180011\n",
      "loss =0.179968\n",
      "loss =0.179925\n",
      "loss =0.179882\n",
      "loss =0.179839\n",
      "loss =0.179796\n",
      "loss =0.179754\n",
      "loss =0.179711\n",
      "loss =0.179669\n",
      "loss =0.179627\n",
      "loss =0.179585\n",
      "loss =0.179543\n",
      "loss =0.179502\n",
      "loss =0.179460\n",
      "loss =0.179419\n",
      "loss =0.179378\n",
      "loss =0.179337\n",
      "loss =0.179296\n",
      "loss =0.179255\n",
      "loss =0.179214\n",
      "loss =0.179174\n",
      "loss =0.179133\n",
      "loss =0.179093\n",
      "loss =0.179053\n",
      "loss =0.179013\n",
      "loss =0.178974\n",
      "loss =0.178934\n",
      "loss =0.178894\n",
      "loss =0.178855\n",
      "loss =0.178816\n",
      "loss =0.178777\n",
      "loss =0.178738\n",
      "loss =0.178699\n",
      "loss =0.178660\n",
      "loss =0.178622\n",
      "loss =0.178583\n",
      "loss =0.178545\n",
      "loss =0.178507\n",
      "loss =0.178469\n",
      "loss =0.178431\n",
      "loss =0.178393\n",
      "loss =0.178355\n",
      "loss =0.178318\n",
      "loss =0.178281\n",
      "loss =0.178243\n",
      "loss =0.178206\n",
      "loss =0.178169\n",
      "loss =0.178132\n",
      "loss =0.178095\n",
      "loss =0.178059\n",
      "loss =0.178022\n",
      "loss =0.177986\n",
      "loss =0.177950\n",
      "loss =0.177913\n",
      "loss =0.177877\n",
      "loss =0.177842\n",
      "loss =0.177806\n",
      "loss =0.177770\n",
      "loss =0.177734\n",
      "loss =0.177699\n",
      "loss =0.177664\n",
      "loss =0.177629\n",
      "loss =0.177593\n",
      "loss =0.177558\n",
      "loss =0.177524\n",
      "loss =0.177489\n",
      "loss =0.177454\n",
      "loss =0.177420\n",
      "loss =0.177385\n",
      "loss =0.177351\n",
      "loss =0.177317\n",
      "loss =0.177283\n",
      "loss =0.177249\n",
      "loss =0.177215\n",
      "loss =0.177181\n",
      "loss =0.177148\n",
      "loss =0.177114\n",
      "loss =0.177081\n",
      "loss =0.177047\n",
      "loss =0.177014\n",
      "loss =0.176981\n",
      "loss =0.176948\n",
      "loss =0.176915\n",
      "loss =0.176883\n",
      "loss =0.176850\n",
      "loss =0.176817\n",
      "loss =0.176785\n",
      "loss =0.176753\n",
      "loss =0.176720\n",
      "loss =0.176688\n",
      "loss =0.176656\n",
      "loss =0.176624\n",
      "loss =0.176592\n",
      "loss =0.176561\n",
      "loss =0.176529\n",
      "loss =0.176498\n",
      "loss =0.176466\n",
      "loss =0.176435\n",
      "loss =0.176404\n",
      "loss =0.176372\n",
      "loss =0.176341\n",
      "loss =0.176310\n",
      "loss =0.176280\n",
      "loss =0.176249\n",
      "loss =0.176218\n",
      "loss =0.176188\n",
      "loss =0.176157\n",
      "loss =0.176127\n",
      "loss =0.176097\n",
      "loss =0.176066\n",
      "loss =0.176036\n",
      "loss =0.176006\n",
      "loss =0.175977\n",
      "loss =0.175947\n",
      "loss =0.175917\n",
      "loss =0.175887\n",
      "loss =0.175858\n",
      "loss =0.175829\n",
      "loss =0.175799\n",
      "loss =0.175770\n",
      "loss =0.175741\n",
      "loss =0.175712\n",
      "loss =0.175683\n",
      "loss =0.175654\n",
      "loss =0.175625\n",
      "loss =0.175596\n",
      "loss =0.175568\n",
      "loss =0.175539\n",
      "loss =0.175511\n",
      "loss =0.175482\n",
      "loss =0.175454\n",
      "loss =0.175426\n",
      "loss =0.175398\n",
      "loss =0.175370\n",
      "loss =0.175342\n",
      "loss =0.175314\n",
      "loss =0.175286\n",
      "loss =0.175259\n",
      "loss =0.175231\n",
      "loss =0.175204\n",
      "loss =0.175176\n",
      "loss =0.175149\n",
      "loss =0.175122\n",
      "loss =0.175094\n",
      "loss =0.175067\n",
      "loss =0.175040\n",
      "loss =0.175013\n",
      "loss =0.174987\n",
      "loss =0.174960\n",
      "loss =0.174933\n",
      "loss =0.174906\n",
      "loss =0.174880\n",
      "loss =0.174853\n",
      "loss =0.174827\n",
      "loss =0.174801\n",
      "loss =0.174775\n",
      "loss =0.174748\n",
      "loss =0.174722\n",
      "loss =0.174696\n",
      "loss =0.174670\n",
      "loss =0.174645\n",
      "loss =0.174619\n",
      "loss =0.174593\n",
      "loss =0.174568\n",
      "loss =0.174542\n",
      "loss =0.174517\n",
      "loss =0.174491\n",
      "loss =0.174466\n",
      "loss =0.174441\n",
      "loss =0.174416\n",
      "loss =0.174391\n",
      "loss =0.174365\n",
      "loss =0.174341\n",
      "loss =0.174316\n",
      "loss =0.174291\n",
      "loss =0.174266\n",
      "loss =0.174242\n",
      "loss =0.174217\n",
      "loss =0.174192\n",
      "loss =0.174168\n",
      "loss =0.174144\n",
      "loss =0.174119\n",
      "loss =0.174095\n",
      "loss =0.174071\n",
      "loss =0.174047\n",
      "loss =0.174023\n",
      "loss =0.173999\n",
      "loss =0.173975\n",
      "loss =0.173951\n",
      "loss =0.173928\n",
      "loss =0.173904\n",
      "loss =0.173880\n",
      "loss =0.173857\n",
      "loss =0.173833\n",
      "loss =0.173810\n",
      "loss =0.173787\n",
      "loss =0.173763\n",
      "loss =0.173740\n",
      "loss =0.173717\n",
      "loss =0.173694\n",
      "loss =0.173671\n",
      "loss =0.173648\n",
      "loss =0.173625\n",
      "loss =0.173602\n",
      "loss =0.173580\n",
      "loss =0.173557\n",
      "loss =0.173534\n",
      "loss =0.173512\n",
      "loss =0.173489\n",
      "loss =0.173467\n",
      "loss =0.173445\n",
      "loss =0.173422\n",
      "loss =0.173400\n",
      "loss =0.173378\n",
      "loss =0.173356\n",
      "loss =0.173334\n",
      "loss =0.173312\n",
      "loss =0.173290\n",
      "loss =0.173268\n",
      "loss =0.173246\n",
      "loss =0.173224\n",
      "loss =0.173203\n",
      "loss =0.173181\n",
      "loss =0.173159\n",
      "loss =0.173138\n",
      "loss =0.173117\n",
      "loss =0.173095\n",
      "loss =0.173074\n",
      "loss =0.173053\n",
      "loss =0.173031\n",
      "loss =0.173010\n",
      "loss =0.172989\n",
      "loss =0.172968\n",
      "loss =0.172947\n",
      "loss =0.172926\n",
      "loss =0.172905\n",
      "loss =0.172885\n",
      "loss =0.172864\n",
      "loss =0.172843\n",
      "loss =0.172823\n",
      "loss =0.172802\n",
      "loss =0.172781\n",
      "loss =0.172761\n",
      "loss =0.172741\n",
      "loss =0.172720\n",
      "loss =0.172700\n",
      "loss =0.172680\n",
      "loss =0.172660\n",
      "loss =0.172639\n",
      "loss =0.172619\n",
      "loss =0.172599\n",
      "loss =0.172579\n",
      "loss =0.172559\n",
      "loss =0.172540\n",
      "loss =0.172520\n",
      "loss =0.172500\n",
      "loss =0.172480\n",
      "loss =0.172461\n",
      "loss =0.172441\n",
      "loss =0.172422\n",
      "loss =0.172402\n",
      "loss =0.172383\n",
      "loss =0.172363\n",
      "loss =0.172344\n",
      "loss =0.172325\n",
      "loss =0.172306\n",
      "loss =0.172286\n",
      "loss =0.172267\n",
      "loss =0.172248\n",
      "loss =0.172229\n",
      "loss =0.172210\n",
      "loss =0.172191\n",
      "loss =0.172172\n",
      "loss =0.172154\n",
      "loss =0.172135\n",
      "loss =0.172116\n",
      "loss =0.172097\n",
      "loss =0.172079\n",
      "loss =0.172060\n",
      "loss =0.172042\n",
      "loss =0.172023\n",
      "loss =0.172005\n",
      "loss =0.171986\n",
      "loss =0.171968\n",
      "loss =0.171950\n",
      "loss =0.171932\n",
      "loss =0.171913\n",
      "loss =0.171895\n",
      "loss =0.171877\n",
      "loss =0.171859\n",
      "loss =0.171841\n",
      "loss =0.171823\n",
      "loss =0.171805\n",
      "loss =0.171788\n",
      "loss =0.171770\n",
      "loss =0.171752\n",
      "loss =0.171734\n",
      "loss =0.171717\n",
      "loss =0.171699\n",
      "loss =0.171681\n",
      "loss =0.171664\n",
      "loss =0.171646\n",
      "loss =0.171629\n",
      "loss =0.171612\n",
      "loss =0.171594\n",
      "loss =0.171577\n",
      "loss =0.171560\n",
      "loss =0.171542\n",
      "loss =0.171525\n",
      "loss =0.171508\n",
      "loss =0.171491\n",
      "loss =0.171474\n",
      "loss =0.171457\n",
      "loss =0.171440\n",
      "loss =0.171423\n",
      "loss =0.171406\n",
      "loss =0.171390\n",
      "loss =0.171373\n",
      "loss =0.171356\n",
      "loss =0.171339\n",
      "loss =0.171323\n",
      "loss =0.171306\n",
      "loss =0.171290\n",
      "loss =0.171273\n",
      "loss =0.171257\n",
      "loss =0.171240\n",
      "loss =0.171224\n",
      "loss =0.171207\n",
      "loss =0.171191\n",
      "loss =0.171175\n",
      "loss =0.171159\n",
      "loss =0.171142\n",
      "loss =0.171126\n",
      "loss =0.171110\n",
      "loss =0.171094\n",
      "loss =0.171078\n",
      "loss =0.171062\n",
      "loss =0.171046\n",
      "loss =0.171030\n",
      "loss =0.171014\n",
      "loss =0.170999\n",
      "loss =0.170983\n",
      "loss =0.170967\n",
      "loss =0.170951\n",
      "loss =0.170936\n",
      "loss =0.170920\n",
      "loss =0.170905\n",
      "loss =0.170889\n",
      "loss =0.170873\n",
      "loss =0.170858\n",
      "loss =0.170843\n",
      "loss =0.170827\n",
      "loss =0.170812\n",
      "loss =0.170797\n",
      "loss =0.170781\n",
      "loss =0.170766\n",
      "loss =0.170751\n",
      "loss =0.170736\n",
      "loss =0.170721\n",
      "loss =0.170705\n",
      "loss =0.170690\n",
      "loss =0.170675\n",
      "loss =0.170660\n",
      "loss =0.170646\n",
      "loss =0.170631\n",
      "loss =0.170616\n",
      "loss =0.170601\n",
      "loss =0.170586\n",
      "loss =0.170571\n",
      "loss =0.170557\n",
      "loss =0.170542\n",
      "loss =0.170527\n",
      "loss =0.170513\n",
      "loss =0.170498\n",
      "loss =0.170484\n",
      "loss =0.170469\n",
      "loss =0.170455\n",
      "loss =0.170440\n",
      "loss =0.170426\n",
      "loss =0.170412\n",
      "loss =0.170397\n",
      "loss =0.170383\n",
      "loss =0.170369\n",
      "loss =0.170354\n",
      "loss =0.170340\n",
      "loss =0.170326\n",
      "loss =0.170312\n",
      "loss =0.170298\n",
      "loss =0.170284\n",
      "loss =0.170270\n",
      "loss =0.170256\n",
      "loss =0.170242\n",
      "loss =0.170228\n",
      "loss =0.170214\n",
      "loss =0.170200\n",
      "loss =0.170186\n",
      "loss =0.170173\n",
      "loss =0.170159\n",
      "loss =0.170145\n",
      "loss =0.170132\n",
      "loss =0.170118\n",
      "loss =0.170104\n",
      "loss =0.170091\n",
      "loss =0.170077\n",
      "loss =0.170064\n",
      "loss =0.170050\n",
      "loss =0.170037\n",
      "loss =0.170023\n",
      "loss =0.170010\n",
      "loss =0.169997\n",
      "loss =0.169983\n",
      "loss =0.169970\n",
      "loss =0.169957\n",
      "loss =0.169943\n",
      "loss =0.169930\n",
      "loss =0.169917\n",
      "loss =0.169904\n",
      "loss =0.169891\n",
      "loss =0.169878\n",
      "loss =0.169865\n",
      "loss =0.169852\n",
      "loss =0.169839\n"
     ]
    },
    {
     "data": {
      "text/plain": "<matplotlib.legend.Legend at 0x1f065b03a90>"
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/plain": "<Figure size 2000x500 with 2 Axes>",
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#三分类\n",
    "\n",
    "#数据预处理\n",
    "# x拼接一个1矩阵，每条数据末尾接1\n",
    "X = np.concatenate((data,np.ones((150,1))),axis=1 )\n",
    "#Y 变成一条三个值的向量，对应种类下标位置填1， 其余 0，方便梯度计算\n",
    "Y = np.zeros((150,3))\n",
    "for i in range(150):\n",
    "    Y[i][target[i]] = 1\n",
    "\n",
    "\n",
    "#随机生成w, 按列，代表，w1, w2, w3\n",
    "w = np.random.rand(3,3)\n",
    "\n",
    "#训练轮数，效果不好时适当修改\n",
    "epoch = 1000\n",
    "\n",
    "#步幅\n",
    "stride = 0.05\n",
    "\n",
    "\n",
    "#带入数据，计算梯度\n",
    "for i in range(epoch):\n",
    "    #一个批次1条数据\n",
    "    for j in range(int(150)):\n",
    "        \n",
    "        #生成预测值\n",
    "        Z  = X[j:j+1,:]@w\n",
    "        \n",
    "        expZ = np.exp(Z)\n",
    "        expZ_sum = np.sum(expZ,axis=1)\n",
    "        expZ_sum = np.tile(np.expand_dims(expZ_sum, 1),3)\n",
    "    \n",
    "        #预测值\n",
    "        Y_hat = expZ/expZ_sum \n",
    "    \n",
    "        #计算梯度\n",
    "        A = Y_hat - Y[j:j+1,:]\n",
    "        grads = X[j:j+1,:].T @ A\n",
    "        \n",
    "        #梯度下降\n",
    "        w = w - stride*grads\n",
    "    \n",
    "    \n",
    "    #应用当前模型计算loss\n",
    "    Z = X@w\n",
    "\n",
    "    expZ = np.exp(Z)\n",
    "    expZ_sum = np.sum(expZ,axis=1)\n",
    "    expZ_sum = np.tile(np.expand_dims(expZ_sum, 1),3)\n",
    "\n",
    "    Y_hat = expZ/expZ_sum\n",
    "    B = Y_hat[Y.astype(bool)]\n",
    "    loss = -(np.sum(np.log(B))/150)\n",
    "    print('loss =%f'%loss)\n",
    "\n",
    "\n",
    "    \n",
    "# 画图\n",
    "\n",
    "#利用等高图区别三个类比，\n",
    "\n",
    "#取点采样率\n",
    "k = 500\n",
    "\n",
    "#在对应范围生成均匀采样点\n",
    "a = np.linspace(2,5,k)\n",
    "b = np.linspace(0,3,k)\n",
    "# x = a、y = b的网格化\n",
    "A, B = np.meshgrid(a, b)\n",
    "\n",
    "\n",
    "#计算出z轴值，\n",
    "#z = 对应[x,y,1]带入模型预测出的种类，分别为0,或1，或2\n",
    "A_expand = np.expand_dims(A,2)\n",
    "B_expand = np.expand_dims(B,2)  \n",
    "# 创建一个由 x, y, 1 组成的矩阵，用于与 W 相乘\n",
    "D = np.concatenate((A_expand, B_expand, np.ones_like(A_expand)), axis= 2)  \n",
    "D = D.reshape(-1, 3)\n",
    "# 计算每个 (x, y) 对应的最大值的下标,其值就是带入x,y预测出来的种类\n",
    "Z_index = np.argmax(D @ w,axis=1)   \n",
    "Z_index = Z_index.reshape(A.shape )\n",
    "\n",
    "\n",
    "#利用模型进行预测\n",
    "def prediction(X):\n",
    "    Z  = X@w\n",
    "    expZ = np.exp(Z)\n",
    "    expZ_sum = np.sum(expZ,axis=1)\n",
    "    expZ_sum = np.tile(np.expand_dims(expZ_sum, 1),3)\n",
    "    kkk = expZ/expZ_sum\n",
    "    type = np.argmax(kkk, axis=1)\n",
    "    index0 = np.where(type == 0)\n",
    "    index1 = np.where(type == 1)\n",
    "    index2 = np.where(type == 2)\n",
    "    return (X[index0]),(X[index1]),(X[index2])\n",
    "    \n",
    "\n",
    "#将原训练数据带入预测模型，查看效果\n",
    "type1 ,type2,type3 = prediction(X)\n",
    "\n",
    "\n",
    "#画图\n",
    "plt.figure(figsize=(20, 5))\n",
    "\n",
    "\n",
    "\n",
    "#预测结果\n",
    "plt.subplot(1, 2, 1)\n",
    "plt.plot(type1[:,0], type1[:,1], 'ko', label='setosa')\n",
    "plt.plot(type2[:,0], type2[:,1], 'ro', label='versicolor')\n",
    "plt.plot(type3[:,0], type3[:,1], 'go', label='virginica')\n",
    "plt.title('predicted type')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "#原数据集\n",
    "plt.subplot(1, 2, 2)\n",
    "plt.plot(data[0:50,0], data[0:50,1], 'ko', label='setosa')\n",
    "plt.plot(data[50:100,0], data[50:100,1], 'ro', label='versicolor')\n",
    "plt.plot(data[100:150,0], data[100:150,1], 'go', label='virginica')\n",
    "plt.contourf(A, B, Z_index, levels=2)\n",
    "plt.title('original data')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "plt.legend()\n",
    "\n",
    "\n",
    "\n"
   ],
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    "ExecuteTime": {
     "end_time": "2024-03-22T09:26:51.092357Z",
     "start_time": "2024-03-22T09:26:48.664564Z"
    }
   },
   "id": "7d446669ca2a055d",
   "execution_count": 107
  }
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